{"id":"W2781013299","doi":"10.1001/jamasurg.2017.4906","title":"Association of an Enhanced Recovery Pilot With Length of Stay in the National Surgical Quality Improvement Program","year":2017,"lang":"en","type":"article","venue":"JAMA Surgery","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Interquartile range; Colectomy; Quality management; Cohort; Emergency medicine; Audit; Surgery; Internal medicine; Operations management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005242581,0.0001606633,0.0006241243,0.0001652046,0.00007560165,0.00005314004,0.000173272,0.0001274001,0.00004521761],"category_scores_gemma":[0.002030478,0.0001094578,0.0001718954,0.0001771466,0.0001039833,0.0005326968,0.00003890376,0.0002797892,0.000002161336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002065216,"about_ca_system_score_gemma":0.0003469841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002525132,"about_ca_topic_score_gemma":0.0002174114,"domain_scores_codex":[0.9971741,0.0003256681,0.0007852318,0.0002936733,0.001132864,0.0002884188],"domain_scores_gemma":[0.9957442,0.002016241,0.001166283,0.0005331468,0.0004761616,0.0000640114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007207992,0.005565546,0.7498457,0.0005425468,0.0005262932,0.00006899654,0.0005094465,0.00002797844,0.02342807,0.0001092511,0.001849039,0.2103191],"study_design_scores_gemma":[0.00154239,0.0009537511,0.9418089,0.0002694125,0.00003773837,0.000007957129,0.0001023823,0.00002687523,0.05405214,0.0001312092,0.0009077113,0.0001594909],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951282,0.00002659186,0.00002661757,0.0008392483,0.0002300556,0.0005686412,0.00004247872,0.00002657638,0.003111589],"genre_scores_gemma":[0.9986116,0.00008057751,0.0003885059,0.0001570893,0.0002004558,0.0001395527,0.00006056055,0.0000175611,0.0003440402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2101596,"threshold_uncertainty_score":0.446356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04176186985843404,"score_gpt":0.3405026362490596,"score_spread":0.2987407663906255,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}